IDEAS home Printed from https://ideas.repec.org/a/eee/trapol/v116y2022icp327-342.html
   My bibliography  Save this article

Trends in commuting time of European workers: A cross-country analysis

Author

Listed:
  • Giménez-Nadal, José Ignacio
  • Molina, José Alberto
  • Velilla, Jorge

Abstract

This paper examines the time spent commuting to/from work by workers in fifteen European countries, during the last three decades, with the aim of analyzing recent trends in commuting and the factors affecting commuting behavior. Using data from several waves of the European Working Conditions Survey, results show a significant gender gap in commuting time in Austria, Belgium, France, Germany, Italy, Ireland, Luxembourg, the Netherlands, and the UK, with male workers devoting more time to commuting than their female counterparts. We further explore the factors related to commuting time, documenting a level of heterogeneity in commuting behavior as certain determinants of commuting time differ across countries. By analyzing the evolution of commuting time in Europe in recent decades, and the associated factors, our analysis may serve to guide future planning programs.

Suggested Citation

  • Giménez-Nadal, José Ignacio & Molina, José Alberto & Velilla, Jorge, 2022. "Trends in commuting time of European workers: A cross-country analysis," Transport Policy, Elsevier, vol. 116(C), pages 327-342.
  • Handle: RePEc:eee:trapol:v:116:y:2022:i:c:p:327-342
    DOI: 10.1016/j.tranpol.2021.12.016
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0967070X21003693
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.tranpol.2021.12.016?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Elena Grinza & François Rycx, 2020. "The Impact of Sickness Absenteeism on Firm Productivity: New Evidence from Belgian Matched Employer–Employee Panel Data," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 59(1), pages 150-194, January.
    2. Manning, Alan, 2003. "The real thin theory: monopsony in modern labour markets," Labour Economics, Elsevier, vol. 10(2), pages 105-131, April.
    3. Lawrence F. Katz & Kevin M. Murphy, 1992. "Changes in Relative Wages, 1963–1987: Supply and Demand Factors," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(1), pages 35-78.
    4. Sandow, Erika, 2008. "Commuting behaviour in sparsely populated areas: evidence from northern Sweden," Journal of Transport Geography, Elsevier, vol. 16(1), pages 14-27.
    5. Scheiner, Joachim, 2010. "Social inequalities in travel behaviour: trip distances in the context of residential self-selection and lifestyles," Journal of Transport Geography, Elsevier, vol. 18(6), pages 679-690.
    6. Garey Ramey & Valerie A. Ramey, 2010. "The Rug Rat Race," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 41(1 (Spring), pages 129-199.
    7. Peter Ruppert & Elena Stancanelli & Etienne Wasmer, 2009. "Commuting, Wages and Bargaining Power," Annals of Economics and Statistics, GENES, issue 95-96, pages 201-220.
    8. Carta, Francesca & De Philippis, Marta, 2018. "You've come a long way, baby. Husbands' commuting time and family labour supply," Regional Science and Urban Economics, Elsevier, vol. 69(C), pages 25-37.
    9. Alois Stutzer & Bruno S. Frey, 2008. "Stress that Doesn't Pay: The Commuting Paradox," Scandinavian Journal of Economics, Wiley Blackwell, vol. 110(2), pages 339-366, June.
    10. Gimenez-Nadal, José Ignacio & Molina, José Alberto & Velilla, Jorge, 2016. "Spatial Distribution of US Employment in an Urban Wage-Efficiency Setting," IZA Discussion Papers 9720, Institute of Labor Economics (IZA).
    11. Small, Kenneth A & Song, Shunfeng, 1992. ""Wasteful" Commuting: A Resolution," Journal of Political Economy, University of Chicago Press, vol. 100(4), pages 888-898, August.
    12. van Ommeren, Jos N. & van der Straaten, J. Willemijn, 2008. "The effect of search imperfections on commuting behaviour: Evidence from employed and self-employed workers," Regional Science and Urban Economics, Elsevier, vol. 38(2), pages 127-147, March.
    13. Gimenez-Nadal, Jose Ignacio & Sevilla, Almudena, 2012. "Trends in time allocation: A cross-country analysis," European Economic Review, Elsevier, vol. 56(6), pages 1338-1359.
    14. Ross, Stephen L. & Zenou, Yves, 2008. "Are shirking and leisure substitutable? An empirical test of efficiency wages based on urban economic theory," Regional Science and Urban Economics, Elsevier, vol. 38(5), pages 498-517, September.
    15. Harley Frazis & Jay Stewart, 2012. "How to Think about Time-Use Data: What Inferences Can We Make about Long- and Short-Run Time Use from Time Diaries?," Annals of Economics and Statistics, GENES, issue 105-106, pages 231-245.
    16. Roberts, Jennifer & Hodgson, Robert & Dolan, Paul, 2011. "“It's driving her mad”: Gender differences in the effects of commuting on psychological health," Journal of Health Economics, Elsevier, vol. 30(5), pages 1064-1076.
    17. Ismir Mulalic & Jos N. Van Ommeren & Ninette Pilegaard, 2014. "Wages and Commuting: Quasi‐natural Experiments' Evidence from Firms that Relocate," Economic Journal, Royal Economic Society, vol. 124(579), pages 1086-1105, September.
    18. Jan Rouwendal & Piet Rietveld, 1994. "Changes in Commuting Distances of Dutch Households," Urban Studies, Urban Studies Journal Limited, vol. 31(9), pages 1545-1557, November.
    19. White, Michelle J, 1986. "Sex Differences in Urban Commuting Patterns," American Economic Review, American Economic Association, vol. 76(2), pages 368-372, May.
    20. Leigh, J. Paul, 1991. "Employee and job attributes as predictors of absenteeism in a national sample of workers: The importance of health and dangerous working conditions," Social Science & Medicine, Elsevier, vol. 33(2), pages 127-137, January.
    21. Georg Gottholmseder & Klaus Nowotny & Gerald J. Pruckner & Engelbert Theurl, 2009. "Stress perception and commuting," Health Economics, John Wiley & Sons, Ltd., vol. 18(5), pages 559-576, May.
    22. Denstadli, Jon Martin & Julsrud, Tom Erik & Christiansen, Petter, 2017. "Urban commuting – A threat to the work-family balance?," Journal of Transport Geography, Elsevier, vol. 61(C), pages 87-94.
    23. Bun Song Lee & John F. McDonald, 2003. "Determinants of Commuting Time and Distance for Seoul Residents: The Impact of Family Status on the Commuting of Women," Urban Studies, Urban Studies Journal Limited, vol. 40(7), pages 1283-1302, June.
    24. Yusak Susilo & Kees Maat, 2007. "The influence of built environment to the trends in commuting journeys in the Netherlands," Transportation, Springer, vol. 34(5), pages 589-609, September.
    25. repec:adr:anecst:y:2009:i:95-96:p:11 is not listed on IDEAS
    26. John F. Kain, 1962. "The Journey‐To‐Work As A Determinant Of Residential Location," Papers in Regional Science, Wiley Blackwell, vol. 9(1), pages 137-160, January.
    27. Juan‐Francisco Albert & José M. Casado‐Díaz & Hipólito Simón, 2019. "The commuting behaviour of self‐employed workers: Evidence for Spain," Papers in Regional Science, Wiley Blackwell, vol. 98(6), pages 2455-2477, December.
    28. Jan Rouwendal & Peter Nijkamp, 2004. "Living in Two Worlds: A Review of Home‐to‐Work Decisions," Growth and Change, Wiley Blackwell, vol. 35(3), pages 287-303, September.
    29. Peter Mieszkowski & Edwin S. Mills, 1993. "The Causes of Metropolitan Suburbanization," Journal of Economic Perspectives, American Economic Association, vol. 7(3), pages 135-147, Summer.
    30. Lorenz, Olga & Goerke, Laszlo, 2015. "Commuting and Sickness Absence," VfS Annual Conference 2015 (Muenster): Economic Development - Theory and Policy 113173, Verein für Socialpolitik / German Economic Association.
    31. Grinza, Elena & Rycx, François, 2018. "The Impact of Sickness Absenteeism on Productivity: New Evidence from Belgian Matched Panel Data," IZA Discussion Papers 11543, Institute of Labor Economics (IZA).
    32. Mark Aguiar & Erik Hurst, 2007. "Measuring Trends in Leisure: The Allocation of Time Over Five Decades," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(3), pages 969-1006.
    33. Michael T. French & Ioana Popovici & Andrew R. Timming, 2020. "Analysing the effect of commuting time on earnings among young adults," Applied Economics, Taylor & Francis Journals, vol. 52(48), pages 5282-5297, October.
    34. Crane, Randall, 2007. "Is There a Quiet Revolution in Women's Travel? Revisiting the Gender Gap in Commuting," University of California Transportation Center, Working Papers qt8nj9n8nb, University of California Transportation Center.
    35. Petter Næss & Anders Tønnesen & Fitwi Wolday, 2019. "How and Why Does Intra-Metropolitan Workplace Location Affect Car Commuting?," Sustainability, MDPI, vol. 11(4), pages 1-24, February.
    36. Joan Moss & Claire Jack & Michael Wallace, 2004. "Employment Location and Associated Commuting Patterns for Individuals in Disadvantaged Rural Areas in Northern Ireland," Regional Studies, Taylor & Francis Journals, vol. 38(2), pages 121-136.
    37. Dickerson, Andy & Hole, Arne Risa & Munford, Luke A., 2014. "The relationship between well-being and commuting revisited: Does the choice of methodology matter?," Regional Science and Urban Economics, Elsevier, vol. 49(C), pages 321-329.
    38. Kiron Chatterjee & Samuel Chng & Ben Clark & Adrian Davis & Jonas De Vos & Dick Ettema & Susan Handy & Adam Martin & Louise Reardon, 2020. "Commuting and wellbeing: a critical overview of the literature with implications for policy and future research," Transport Reviews, Taylor & Francis Journals, vol. 40(1), pages 5-34, January.
    39. Jens Bonke, 2005. "Paid Work and Unpaid Work: Diary Information Versus Questionnaire Information," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 70(3), pages 349-368, February.
    40. Man Kan, 2008. "Measuring Housework Participation: The Gap between “Stylised” Questionnaire Estimates and Diary-based Estimates," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 86(3), pages 381-400, May.
    41. Timothy, Darren & Wheaton, William C., 2001. "Intra-Urban Wage Variation, Employment Location, and Commuting Times," Journal of Urban Economics, Elsevier, vol. 50(2), pages 338-366, September.
    42. Westin, Kerstin & Sandow, Erika, 2010. "People’s preferences for commuting in sparsely populated areas: The case of Sweden," The Journal of Transport and Land Use, Center for Transportation Studies, University of Minnesota, vol. 2(3), pages 87-107.
    43. repec:adr:anecst:y:2012:i:105-106:p:11 is not listed on IDEAS
    44. Mette Deding & Trine Filges & Jos Van Ommeren, 2009. "Spatial Mobility And Commuting: The Case Of Two‐Earner Households," Journal of Regional Science, Wiley Blackwell, vol. 49(1), pages 113-147, February.
    45. Santos, Georgina & Maoh, Hanna & Potoglou, Dimitris & von Brunn, Thomas, 2013. "Factors influencing modal split of commuting journeys in medium-size European cities," Journal of Transport Geography, Elsevier, vol. 30(C), pages 127-137.
    46. J. Ignacio Gimenez-Nadal & José Alberto Molina, 2016. "Commuting Time And Household Responsibilities: Evidence Using Propensity Score Matching," Journal of Regional Science, Wiley Blackwell, vol. 56(2), pages 332-359, March.
    47. Thomas Le Barbanchon & Roland Rathelot & Alexandra Roulet, 0. "Gender Differences in Job Search: Trading off Commute against Wage," The Quarterly Journal of Economics, Oxford University Press, vol. 136(1), pages 381-426.
    48. Ignacio Gimenez-Nadal, J. & Molina, Jose Alberto & Velilla, Jorge, 2018. "The commuting behavior of workers in the United States: Differences between the employed and the self-employed," Journal of Transport Geography, Elsevier, vol. 66(C), pages 19-29.
    49. Matthew E. Kahn, 2000. "The environmental impact of suburbanization," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 19(4), pages 569-586.
    50. van den Berg, Gerard J & Gorter, Cees, 1997. "Job Search and Commuting Time," Journal of Business & Economic Statistics, American Statistical Association, vol. 15(2), pages 269-281, April.
    51. Künn-Nelen, Annemarie, 2015. "Does Commuting Affect Health?," IZA Discussion Papers 9031, Institute of Labor Economics (IZA).
    52. Hamilton, Bruce W, 1989. "Wasteful Commuting Again," Journal of Political Economy, University of Chicago Press, vol. 97(6), pages 1497-1504, December.
    53. Wheatley, Daniel, 2014. "Travel-to-work and subjective well-being: A study of UK dual career households," Journal of Transport Geography, Elsevier, vol. 39(C), pages 187-196.
    54. Cropper, Maureen L. & Gordon, Patrice L., 1991. "Wasteful commuting: A re-examination," Journal of Urban Economics, Elsevier, vol. 29(1), pages 2-13, January.
    55. Gigi Foster & Charlene M. Kalenkoski, 2013. "Tobit or OLS? An empirical evaluation under different diary window lengths," Applied Economics, Taylor & Francis Journals, vol. 45(20), pages 2994-3010, July.
    56. Dargay, Joyce M. & Clark, Stephen, 2012. "The determinants of long distance travel in Great Britain," Transportation Research Part A: Policy and Practice, Elsevier, vol. 46(3), pages 576-587.
    57. Joachim Scheiner & Christian Holz-Rau, 2017. "Women’s complex daily lives: a gendered look at trip chaining and activity pattern entropy in Germany," Transportation, Springer, vol. 44(1), pages 117-138, January.
    58. Morton O’Kelly & Michael Niedzielski & Justin Gleeson, 2012. "Spatial interaction models from Irish commuting data: variations in trip length by occupation and gender," Journal of Geographical Systems, Springer, vol. 14(4), pages 357-387, October.
    59. Wei-Shiuen Ng & Ashley Acker, 2018. "Understanding Urban Travel Behaviour by Gender for Efficient and Equitable Transport Policies," International Transport Forum Discussion Papers 2018/01, OECD Publishing.
    60. van Ommeren, Jos N. & Gutiérrez-i-Puigarnau, Eva, 2011. "Are workers with a long commute less productive? An empirical analysis of absenteeism," Regional Science and Urban Economics, Elsevier, vol. 41(1), pages 1-8, January.
    61. repec:hal:spmain:info:hdl:2441/10031 is not listed on IDEAS
    62. Diana Mok, 2007. "Do Two-earner Households Base Their Choice of Residential Location on Both Incomes?," Urban Studies, Urban Studies Journal Limited, vol. 44(4), pages 723-750, April.
    63. Jonathan Gershuny, 2012. "Too Many Zeros: A Method for Estimating Long-Term Time-Use from Short Diaries," Annals of Economics and Statistics, GENES, issue 105-106, pages 247-270.
    64. Veronique Acker & Frank Witlox, 2011. "Commuting trips within tours: how is commuting related to land use?," Transportation, Springer, vol. 38(3), pages 465-486, May.
    65. José Ignacio Giménez-Nadal & José Alberto Molina & Jorge Velilla, 2019. "Work time and well-being for workers at home: evidence from the American Time Use Survey," International Journal of Manpower, Emerald Group Publishing Limited, vol. 41(2), pages 184-206, October.
    66. Richard Wener & Gary Evans & Donald Phillips & Natasha Nadler, 2003. "Running for the 7:45: The effects of public transit improvements on commuter stress," Transportation, Springer, vol. 30(2), pages 203-220, May.
    67. Jos van Ommeren & Piet Rietveld & Peter Nijkamp & Jos van Ommeren & Piet Rietveld & Peter Nijkamp, 2004. "Job Moving, Residential Moving, and Commuting: A Search Perspective," Chapters, in: Location, Travel and Information Technology, chapter 11, pages 223-246, Edward Elgar Publishing.
    68. José Ignacio Giménez†Nadal & José Alberto Molina & Jorge Velilla, 2018. "Spatial distribution of US employment in an urban efficiency wage setting," Journal of Regional Science, Wiley Blackwell, vol. 58(1), pages 141-158, January.
    69. repec:adr:anecst:y:2012:i:105-106:p:12 is not listed on IDEAS
    70. J. Ignacio Gimenez-Nadal & José Alberto Molina, 2014. "Commuting Time and Labour Supply in the Netherlands A Time Use Study," Journal of Transport Economics and Policy, University of Bath, vol. 48(3), pages 409-426, September.
    71. Daniel Kahneman & Alan B. Krueger, 2006. "Developments in the Measurement of Subjective Well-Being," Journal of Economic Perspectives, American Economic Association, vol. 20(1), pages 3-24, Winter.
    72. Giménez-Nadal, José Ignacio & Molina, José Alberto & Velilla, Jorge, 2020. "Commuting and self-employment in Western Europe," Journal of Transport Geography, Elsevier, vol. 88(C).
    73. Kirby, Dustin K. & LeSage, James P., 2009. "Changes in commuting to work times over the 1990 to 2000 period," Regional Science and Urban Economics, Elsevier, vol. 39(4), pages 460-471, July.
    74. Jara-Díaz, Sergio & Rosales-Salas, Jorge, 2015. "Understanding time use: Daily or weekly data?," Transportation Research Part A: Policy and Practice, Elsevier, vol. 76(C), pages 38-57.
    75. Steven G. Allen, 1983. "How Much Does Absenteeism Cost?," Journal of Human Resources, University of Wisconsin Press, vol. 18(3), pages 379-393.
    76. Mitra, Suman K. & Saphores, Jean-Daniel M., 2019. "Why do they live so far from work? Determinants of long-distance commuting in California," Journal of Transport Geography, Elsevier, vol. 80(C).
    77. repec:hal:wpspec:info:hdl:2441/10031 is not listed on IDEAS
    78. Hjorthol, Randi & Vågane, Liva, 2014. "Allocation of tasks, arrangement of working hours and commuting in different Norwegian households," Journal of Transport Geography, Elsevier, vol. 35(C), pages 75-83.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Giménez-Nadal, José Ignacio & Molina, José Alberto & Velilla, Jorge, 2021. "Two-way commuting: Asymmetries from time use surveys," Journal of Transport Geography, Elsevier, vol. 95(C).
    2. Belloc, Ignacio, 2021. "El tiempo de desplazamiento al lugar de trabajo en el Reino Unido: Diferencias entre asalariados y autoempleados [Commuting time in the United Kingdom: Differences between wage-earners and self-emp," MPRA Paper 108260, University Library of Munich, Germany.
    3. Giménez-Nadal, José Ignacio & Molina, José Alberto & Velilla, Jorge, 2020. "Commuting and self-employment in Western Europe," Journal of Transport Geography, Elsevier, vol. 88(C).
    4. Ignacio Gimenez-Nadal, J. & Molina, Jose Alberto & Velilla, Jorge, 2018. "The commuting behavior of workers in the United States: Differences between the employed and the self-employed," Journal of Transport Geography, Elsevier, vol. 66(C), pages 19-29.
    5. Gimenez-Nadal, José Ignacio & Molina, José Alberto & Velilla, Jorge, 2020. "Elderly's Mobility to and from Work in the US: Metropolitan Status and Population Size," IZA Discussion Papers 13949, Institute of Labor Economics (IZA).
    6. Giménez-Nadal, José Ignacio & Velilla, Jorge & Ortega, Raquel, 2022. "Revisiting excess commuting and self-employment: The case of Latin America," GLO Discussion Paper Series 1179, Global Labor Organization (GLO).
    7. Gimenez-Nadal, José Ignacio & Molina, José Alberto & Velilla, Jorge, 2023. "Pro-environment Attitudes and Worker Commuting Behavior," IZA Discussion Papers 16279, Institute of Labor Economics (IZA).
    8. Giménez-Nadal, José Ignacio & Velilla, Jorge & Ortega-Lapiedra, Raquel, 2024. "Differences in commuting between employee and self-employed workers: The case of Latin America," Journal of Transport Geography, Elsevier, vol. 114(C).
    9. José Ignacio Giménez-Nadal & José Alberto Molina & Jorge Velilla, 2024. "Intermediate activities while commuting," Review of Economics of the Household, Springer, vol. 22(3), pages 1185-1220, September.
    10. Gimenez-Nadal, José Ignacio & Molina, José Alberto & Velilla, Jorge, 2018. "Commuting Time and Sick-Day Absence of US Workers," IZA Discussion Papers 11700, Institute of Labor Economics (IZA).
    11. Gimenez-Nadal, José Ignacio & Molina, José Alberto & Velilla, Jorge, 2015. "Excess Commuting in the US: Differences between the Self-Employed and Employees," IZA Discussion Papers 9425, Institute of Labor Economics (IZA).
    12. Juan Carlos Campaña & J. Ignacio Gimenez-Nadal, 2024. "Gender Gaps in Commuting Time: Evidence from Peru, Ecuador, Chile, and Colombia," Journal of Family and Economic Issues, Springer, vol. 45(3), pages 596-620, September.
    13. José M. Casado-Díaz & Raquel Simón-Albert & Hipólito Simón, 2023. "Gender Differences in Commuting: New Evidence from Spain," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 169(3), pages 907-941, October.
    14. J. I. Gimenez-Nadal & J. A. Molina & J. Velilla, 2022. "Commuting time and sickness absence of US workers," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 49(3), pages 691-719, August.
    15. J. Ignacio Gimenez-Nadal & José Alberto Molina, 2016. "Commuting Time And Household Responsibilities: Evidence Using Propensity Score Matching," Journal of Regional Science, Wiley Blackwell, vol. 56(2), pages 332-359, March.
    16. Gimenez-Nadal, José Ignacio & Molina, José Alberto & Velilla, Jorge, 2024. "Commuting, Wages, and Household Behavior," IZA Discussion Papers 17128, Institute of Labor Economics (IZA).
    17. Oliva, Andres, 2021. "Estimación del tiempo de desplazamiento al trabajo para los trabajadores portugueses: diferencias entre autoempleados y asalariados [Estimation of commuting time for Portuguese workers: differences," MPRA Paper 107176, University Library of Munich, Germany.
    18. Palacios, Saúl, 2021. "Desplazamientos y autoempleo en Francia: diferencias por género [Commuting y self-employment in France: gender differences]," MPRA Paper 106555, University Library of Munich, Germany.
    19. Gimenez-Nadal, José Ignacio & Molina, José Alberto & Velilla, Jorge, 2016. "Commuting Time and Sex Ratios in the US," IZA Discussion Papers 9933, Institute of Labor Economics (IZA).
    20. Echeverría, Lucía & Gimenez-Nadal, J. Ignacio & Molina, José Alberto, 2021. "Carpooling: User profiles and well-being," Nülan. Deposited Documents 3568, Universidad Nacional de Mar del Plata, Facultad de Ciencias Económicas y Sociales, Centro de Documentación.

    More about this item

    Keywords

    Commuting time; European working conditions survey; Trends; Gender gap; Socio-demographic factors;
    All these keywords.

    JEL classification:

    • R40 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Transportation Economics - - - General
    • O57 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - Comparative Studies of Countries

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:trapol:v:116:y:2022:i:c:p:327-342. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/wps/find/journaldescription.cws_home/30473/description#description .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.